Methods and apparatuses for noise reduction based on time and frequency analysis using deep learning

    公开(公告)号:US11810586B2

    公开(公告)日:2023-11-07

    申请号:US17394669

    申请日:2021-08-05

    CPC classification number: G10L21/0224 G06N3/045 G06N3/08 G10L21/0232 G10L25/30

    Abstract: A noise cancellation method including generating a first voice signal by canceling a first portion of noise included in an input voice signal using a first network, the first network being a trained u-net structure, and the first portion of the noise being in a time domain, applying a first window to the first voice signal, performing a fast Fourier transform on the first windowed voice signal to acquire a magnitude signal and a phase signal, acquiring a mask using a second network based on the magnitude signal, the second network being another trained u-net structure, applying the mask to the magnitude signal, generating a second voice signal by canceling a second portion of the noise by performing an inverse fast Fourier transform on the first windowed voice signal based on the masked magnitude signal and the phase signal, and applying a second window to the second voice signal.

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